# Deblurring on RealBlur-J (FID, KID)

Source: [Deblurring on RealBlur-J (FID, KID)](<https://www.sota2.com/research/sota/deblurring-on-realblur-j-fid-kid>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:44:37.517Z

Evaluation of image deblurring performance on the RealBlur-J dataset, measured using distribution-based metrics like FID and KID.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Deblurring |
| Dataset (including any stated split) | RealBlur-J |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [FID](<https://www.sota2.com/research/sota/deblurring-on-realblur-j-fid-kid.md?metric=FID>): Lower is better; unit: SCALAR.

- [KID](<https://www.sota2.com/research/sota/deblurring-on-realblur-j-fid-kid.md?metric=KID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Diff-Plugin | 51.81 | Not recorded | 68fa73601e209131cea5c027 |
| Diff-Plugin | 51.81 | Not recorded | 6969c605e25ad2fa9d1ec8e2 |
| ControlNet | 52.3 | Not recorded | 68fa73601e209131cea5c027 |
| ControlNet | 52.3 | Not recorded | 6969c605e25ad2fa9d1ec8e2 |
| Nano-Diff-Plugin | 52.41 | Not recorded | 6969c605e25ad2fa9d1ec8e2 |
| PromptIR | 55.37 | Not recorded | 68fa73601e209131cea5c027 |
| Regression-based specialized models | 55.64 | Not recorded | 68fa73601e209131cea5c027 |
| WGWS-Net | 56.8 | Not recorded | 68fa73601e209131cea5c027 |
| InstructP2P | 57.38 | Not recorded | 68fa73601e209131cea5c027 |
| InstructP2P | 57.38 | Not recorded | 6969c605e25ad2fa9d1ec8e2 |
| SD | 59.21 | Not recorded | 68fa73601e209131cea5c027 |
| SD | 59.21 | Not recorded | 6969c605e25ad2fa9d1ec8e2 |
| AirNet | 59.38 | Not recorded | 68fa73601e209131cea5c027 |
| Null-Text | 60.38 | Not recorded | 68fa73601e209131cea5c027 |
| Null-Text | 60.38 | Not recorded | 6969c605e25ad2fa9d1ec8e2 |
| PNP | 63.16 | Not recorded | 68fa73601e209131cea5c027 |
| P2P | 63.43 | Not recorded | 68fa73601e209131cea5c027 |

### Diff-Plugin

FID: 51.81. Result ID: 6992d52c3a6c31484911ce84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Implementation](<https://yuhaoliu7456.github.io/Diff-Plugin>)

Recorded evaluation configuration: {"Method Category":"Diffusion-based models"}. This record does not assert independent reproduction.

### Diff-Plugin

FID: 51.81. Result ID: 6997bc075698665ec4129ba7.

[Reporting paper](<https://www.sota2.com/research/paper/6969c605e25ad2fa9d1ec8e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Implementation](<https://yuhaoliu7456.github.io/Diff-Plugin>)

Recorded evaluation configuration: {"Steps":20,"MACs(G)":30400,"Para.(M)":1256}. This record does not assert independent reproduction.

### ControlNet

FID: 52.3. Result ID: 6992d52c3a6c31484911ce83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"Method Category":"Diffusion-based models","re-trained":true}. This record does not assert independent reproduction.

### ControlNet

FID: 52.3. Result ID: 6997bc075698665ec4129ba6.

[Reporting paper](<https://www.sota2.com/research/paper/6969c605e25ad2fa9d1ec8e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"Steps":50,"MACs(G)":24637,"Para.(M)":1397}. This record does not assert independent reproduction.

### Nano-Diff-Plugin

FID: 52.41. Result ID: 6997bc075698665ec4129ba8.

[Reporting paper](<https://www.sota2.com/research/paper/6969c605e25ad2fa9d1ec8e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6969c605e25ad2fa9d1ec8e2.md>)

Recorded evaluation configuration: {"Steps":20,"MACs(G)":17120,"Para.(M)":712}. This record does not assert independent reproduction.

### PromptIR

FID: 55.37. Result ID: 6992d52c3a6c31484911ce7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe31e209131cea47ee5.md>)

[Implementation](<https://github.com/va1shn9v/PromptIR>)

Recorded evaluation configuration: {"Method Category":"Regression-based multi-task models","re-trained":true}. This record does not assert independent reproduction.

### Regression-based specialized models

FID: 55.64. Result ID: 6992d52c3a6c31484911ce7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

Recorded evaluation configuration: {"Method Category":"Regression-based specialized models"}. This record does not assert independent reproduction.

### WGWS-Net

FID: 56.8. Result ID: 6992d52c3a6c31484911ce7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

Recorded evaluation configuration: {"Method Category":"Regression-based multi-task models","re-trained":true}. This record does not assert independent reproduction.

### InstructP2P

FID: 57.38. Result ID: 6992d52c3a6c31484911ce81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

Recorded evaluation configuration: {"Method Category":"Diffusion-based models"}. This record does not assert independent reproduction.

### InstructP2P

FID: 57.38. Result ID: 6997bc075698665ec4129ba4.

[Reporting paper](<https://www.sota2.com/research/paper/6969c605e25ad2fa9d1ec8e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

Recorded evaluation configuration: {"Steps":100,"MACs(G)":103381,"Para.(M)":1027}. This record does not assert independent reproduction.

### SD

FID: 59.21. Result ID: 6992d52c3a6c31484911ce7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Method Category":"Diffusion-based models"}. This record does not assert independent reproduction.

### SD

FID: 59.21. Result ID: 6997bc075698665ec4129ba3.

[Reporting paper](<https://www.sota2.com/research/paper/6969c605e25ad2fa9d1ec8e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Steps":200,"MACs(G)":79940,"Para.(M)":1410}. This record does not assert independent reproduction.

### AirNet

FID: 59.38. Result ID: 6992d52c3a6c31484911ce7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

Recorded evaluation configuration: {"Method Category":"Regression-based multi-task models","re-trained":true}. This record does not assert independent reproduction.

### Null-Text

FID: 60.38. Result ID: 6992d52c3a6c31484911ce82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d583.md>)

[Implementation](<https://null-text-inversion.github.io/>)

Recorded evaluation configuration: {"Method Category":"Diffusion-based models"}. This record does not assert independent reproduction.

### Null-Text

FID: 60.38. Result ID: 6997bc075698665ec4129ba5.

[Reporting paper](<https://www.sota2.com/research/paper/6969c605e25ad2fa9d1ec8e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d583.md>)

[Implementation](<https://null-text-inversion.github.io/>)

Recorded evaluation configuration: {"Steps":50,"MACs(G)":374137,"Para.(M)":1027}. This record does not assert independent reproduction.

### PNP

FID: 63.16. Result ID: 6992d52c3a6c31484911ce7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45cf2.md>)

[Implementation](<https://github.com/thunlp/Document-Plugin>)

Recorded evaluation configuration: {"Method Category":"Diffusion-based models"}. This record does not assert independent reproduction.

### P2P

FID: 63.43. Result ID: 6992d52c3a6c31484911ce80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73601e209131cea5c027.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e801e209131cea405f6.md>)

[Implementation](<https://pix2pixzero.github.io/>)

Recorded evaluation configuration: {"Method Category":"Diffusion-based models"}. This record does not assert independent reproduction.

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